Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "73"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 73 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 247 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 229 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        antnum = row['Ant']
        if antnum != int(antenna):
            continue
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break

---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3360             try:
-> 3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

KeyError: 'Ant'

The above exception was the direct cause of the following exception:

KeyError                                  Traceback (most recent call last)
/tmp/ipykernel_26516/3863632283.py in <module>
      8         # Add this day to the antenna
      9         row = df.loc[n]
---> 10         antnum = row['Ant']
     11         if antnum != int(antenna):
     12             continue

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in __getitem__(self, key)
    940 
    941         elif key_is_scalar:
--> 942             return self._get_value(key)
    943 
    944         if is_hashable(key):

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in _get_value(self, label, takeable)
   1049 
   1050         # Similar to Index.get_value, but we do not fall back to positional
-> 1051         loc = self.index.get_loc(label)
   1052         return self.index._get_values_for_loc(self, loc, label)
   1053 

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:
-> 3363                 raise KeyError(key) from err
   3364 
   3365         if is_scalar(key) and isna(key) and not self.hasnans:

KeyError: 'Ant'
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 73, Node 5:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459594 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.768440 -0.697060 -0.680320 -0.724376 0.632357 -1.162736 -1.304257 -1.192765 0.8062 0.8063 0.2429 13.832516 12.018594
2459593 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 275.030581 275.456106 inf inf 58.749701 67.090047 315.135475 343.323840 nan nan nan 0.000000 0.000000
2459592 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 0.344716 -0.849319 -0.132627 -0.633335 0.124156 0.133904 -1.914444 -0.020041 0.0294 0.0281 0.0015 nan nan
2459591 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.697990 -0.116986 -0.662204 -0.334233 1.482136 -0.602992 -0.247443 -0.415745 0.6901 0.6922 0.3652 5.524605 4.630566
2459590 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.053317 -0.208078 -0.324567 -0.353812 -0.015426 -0.595294 0.363710 -0.343908 0.6909 0.6911 0.3596 6.952405 6.409660
2459589 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 339.331128 340.211577 inf inf 47.887248 51.257527 349.425277 359.290617 nan nan nan 0.000000 0.000000
2459588 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.667482 0.024183 -0.375005 -0.701918 -0.028572 -0.913445 -0.798258 -0.767802 0.7922 0.7710 0.2200 9.599153 7.735665
2459587 RF_maintenance 0.00% - - - 100.00% 0.00% 1.097499 -0.045947 -0.080143 -0.362852 0.660873 0.108927 -0.011223 -0.866090 nan nan nan 0.000000 0.000000
2459586 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.423461 0.009232 0.116710 -0.077234 0.357977 0.910423 0.740151 -0.584896 0.6927 0.6947 0.3497 4.955020 4.430537
2459585 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.399820 2.484782 0.808276 1.721219 0.381996 2.025282 -0.523630 0.688574 0.0301 0.0291 0.0011 0.000000 0.000000
2459584 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.062059 2.793271 1.963720 1.311417 3.165509 2.618437 16.964506 16.529519 0.6391 0.6427 0.3572 4.866737 4.847652
2459583 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.646602 0.221604 1.492361 1.053140 0.714753 0.754425 0.008721 -0.526634 0.6940 0.6951 0.3760 0.000000 0.000000
2459582 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.353929 0.305765 1.007871 1.054667 1.359788 0.247247 0.005794 -0.506082 0.6894 0.6906 0.3777 4.190725 4.138826
2459581 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.344919 0.513894 1.466915 0.552484 0.912192 0.243378 0.490336 -0.440197 0.6933 0.6949 0.3774 4.752518 4.310440
2459580 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.669871 0.321529 0.988630 0.686922 0.452596 0.407263 1.066942 -0.313189 0.6974 0.6983 0.3712 4.008541 3.603262
2459579 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.015750 0.672269 1.432036 1.440633 1.128888 0.374197 1.033358 -0.200009 0.6946 0.6970 0.3736 4.997347 4.391588
2459578 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -1.043634 -0.590928 -0.697117 -0.777346 0.420550 -0.194912 0.498058 -0.437002 0.0283 0.0347 0.0011 nan nan
2459577 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.009485 0.546040 1.135228 0.619055 1.391715 0.949587 0.522034 -0.468691 0.6971 0.6983 0.3740 5.486957 4.667226
2459576 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.768970 0.613772 0.898443 0.723929 0.786173 0.623510 1.539161 -0.238254 0.7120 0.7165 0.3736 5.474296 4.988176
2459575 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.009411 0.288596 0.828145 0.730134 1.058226 0.774478 1.024113 0.608850 0.7720 0.7733 0.3125 5.488899 5.251470
2459574 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.107738 0.310831 0.673151 0.675830 1.456838 0.566674 -0.572600 -0.505078 0.7170 0.7210 0.3618 4.277778 4.086590
2459573 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.866887 1.015512 1.563434 1.430648 1.485982 0.193226 0.973741 -0.046421 0.7049 0.7116 0.3718 5.144810 4.566002
2459572 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.491223 0.608411 0.607998 0.560992 0.619620 0.623007 1.186949 0.071995 0.7012 0.7075 0.3816 4.113804 3.821059
2459571 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.784928 -0.505531 -0.953841 -0.870408 0.079673 0.415384 0.360023 -0.591359 0.0272 0.0279 0.0017 nan nan
2459570 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.980618 -0.977594 -0.645082 -0.850352 -0.696026 -0.724823 -0.917474 -0.744995 0.6852 0.6934 0.3608 5.451487 4.671444
2459569 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.189352 0.462776 0.986904 0.690737 0.527743 0.455176 0.678356 0.377710 0.7843 0.7838 0.2285 5.946777 5.448901
2459566 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.428834 0.546326 1.480483 0.983386 0.874982 0.132409 -0.214774 -0.729168 0.6929 0.6975 0.4002 3.043760 2.641468
2459565 RF_maintenance 0.00% - - - 100.00% 0.00% 0.347647 0.347647 0.332430 0.332430 -0.674491 -0.674491 -0.797241 -0.797241 nan nan nan 0.000000 0.000000
2459564 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.212412 0.245715 -0.267005 -0.548581 2.748004 2.093697 2.158949 -0.126872 0.7253 0.7195 0.3819 3.783118 3.261300
2459563 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.266394 0.552296 -0.485803 -0.726737 -0.107233 -0.424961 1.849213 -0.313482 0.7081 0.7084 0.3852 8.997798 8.309537
2459562 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.651259 0.373279 0.991505 0.786701 0.840667 0.661498 1.687585 0.214559 0.7169 0.7186 0.3728 3.526420 3.215012
2459561 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.426395 0.416915 0.883881 0.843176 0.511625 0.817497 1.482976 0.066271 0.7174 0.7220 0.3704 7.424963 6.424407
2459560 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.654905 0.283145 0.956528 0.800522 1.155322 0.879701 1.559359 0.085638 0.7063 0.7085 0.3873 4.382964 3.969272
2459559 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.552812 0.492833 0.826113 0.621803 1.311068 0.976330 0.874195 0.052938 0.7197 0.7178 0.3716 4.038272 3.537798
2459558 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.703438 0.987198 1.436470 1.680987 0.546780 0.361733 2.514001 -0.225260 0.7215 0.7168 0.3786 5.249819 4.169832
2459557 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0271 0.0284 0.0008 nan nan
2459556 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.207591 0.908443 1.554820 1.490093 1.530889 0.785399 1.851552 -0.241663 0.7195 0.7170 0.3749 5.599581 4.194062
2459554 RF_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.7168 0.7130 0.3917 nan nan
2459553 RF_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.7222 0.7181 0.3848 nan nan
2459552 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.371878 0.515423 2.007765 1.279168 1.357282 2.056496 0.911064 -0.155197 0.7283 0.7222 0.3842 0.000000 0.000000
2459551 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.998725 0.275484 0.884872 0.702179 1.596584 0.726004 4.134921 0.354893 0.7172 0.7138 0.3836 4.777911 3.891811
2459550 RF_maintenance - 97.53% 97.53% 0.00% - - nan nan nan nan nan nan nan nan 0.0392 0.0428 0.0008 nan nan
2459549 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.275547 0.541955 1.346842 1.053106 1.593780 -0.062564 4.583184 0.266453 0.7203 0.7184 0.3871 3.700834 3.246763
2459542 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.594846 1.019648 0.706736 -0.650869 0.856271 1.312552 0.352992 0.316097 0.7767 0.7681 0.3340 7.725390 6.448641
2459541 RF_maintenance 0.00% 1.34% 1.34% 0.00% 100.00% 0.00% 0.519948 0.568790 0.951366 1.117068 0.442664 1.753692 0.397043 1.235829 0.7687 0.7562 0.3125 5.443893 4.495770
2459540 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.618195 0.591904 0.846310 0.798440 0.845527 -0.248898 1.101549 1.131654 0.7723 0.7605 0.3264 4.352597 3.710388
2459536 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.994261 2.126202 2.948674 1.707901 2.043751 0.957481 7.388213 3.341612 0.7535 0.7428 0.3988 6.199372 4.716975
2459535 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.074818 0.343803 1.046783 0.757652 0.355920 -0.317680 2.422027 1.830055 0.7945 0.7630 0.3451 3.978283 3.044647
2459534 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.811161 0.363518 1.153393 0.832159 0.125097 -0.000433 1.684153 2.724567 0.7821 0.7555 0.3446 10.139584 8.074868
2459533 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.526392 1.111590 2.022574 1.357126 1.250700 0.236853 1.293017 -0.301775 0.7380 0.7186 0.3884 4.451846 3.413404
2459532 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.252161 0.974094 3.101367 2.366471 0.684142 -0.608560 1.437632 0.135773 0.7360 0.7131 0.3925 4.400477 3.353942
2459530 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.975982 0.380451 1.265996 0.830190 1.595438 0.875097 2.789269 1.625335 0.7561 0.7313 0.3887 4.270537 3.395030
2459527 RF_maintenance 0.00% - - - 100.00% 0.00% nan nan nan nan nan nan nan nan nan nan nan 0.000000 0.000000
2459524 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.535550 2.583298 4.202026 3.735525 5.020759 4.331644 3.447004 1.984495 0.0437 0.0361 0.0020 0.000000 0.000000
2459523 RF_maintenance 100.00% - - - 100.00% 0.00% 12.312004 13.841980 1.985572 2.747434 1240.894910 1238.183707 344.998789 343.509268 nan nan nan 1.183812 1.192586
2459522 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459513 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.935453 -0.977184 -0.014757 -0.509688 1.442691 2.843327 0.763403 0.940934 0.0298 0.0297 0.0020 nan nan
2459508 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.075539 2.122800 2.902432 1.096891 2.718618 0.388033 2.133424 0.259302 0.9214 0.9516 0.1562 0.000000 0.000000
2459505 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.705843 1.382969 2.902964 0.959027 3.613353 1.134507 5.660272 1.712342 0.8946 0.8698 0.1706 16.123097 11.566169
2459503 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.758170 2.238890 1.858257 0.600143 2.106394 0.327398 6.170203 6.095175 0.8803 0.8690 0.4299 0.000000 0.000000
2459501 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.794867 1.986778 1.061708 0.265775 -0.058355 -0.727660 2.699241 3.476278 0.0567 0.0478 0.0041 0.000000 0.000000
2459500 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.874679 2.622903 1.206507 0.560293 1.884503 0.667123 2.137840 2.689352 0.0515 0.0465 0.0029 0.000000 0.000000
2459499 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 2.843320 3.207617 3.152531 1.590300 3.583484 1.554719 3.539973 1.302807 0.0515 0.0471 0.0024 0.000000 0.000000
2459498 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.776197 2.371215 1.450786 1.068657 1.963449 0.667422 2.264900 0.199306 0.0507 0.0435 0.0024 0.000000 0.000000
2459497 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.751330 2.307023 0.945556 0.378687 1.318946 -0.545449 0.992477 0.142324 0.0505 0.0418 0.0025 0.000000 0.000000
2459496 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 2.337553 2.397819 1.543120 0.551458 1.715500 -0.184752 2.252466 1.175654 0.0496 0.0449 0.0037 0.000000 0.000000
2459495 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.956261 1.749756 1.537733 -0.493130 1.936407 2.194137 4.100565 9.231044 0.0556 0.0405 0.0025 0.000000 0.000000
2459494 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.685757 11.056563 3.349485 11.154388 3.699167 9.967453 1.572477 3.668388 0.8835 0.8854 0.4646 0.000000 0.000000
2459492 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.823178 1.841466 -0.186499 -1.039377 1.294894 0.891246 1.149398 -0.263093 0.7635 0.7956 0.3508 0.000000 0.000000
2459491 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.541271 1.810095 -0.239276 -0.871348 3.722857 0.122277 0.405470 -0.696823 0.7993 0.8083 0.2850 0.000000 0.000000
2459490 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.762323 2.254010 -0.582233 -1.736023 1.712058 -0.095561 0.486018 -0.161934 0.7510 0.7902 0.3895 0.000000 0.000000
2459489 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.328236 2.098774 1.285960 -0.073103 2.953270 -0.156073 5.745060 1.940951 0.7665 0.7977 0.3366 0.000000 0.000000
2459488 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.288436 1.855163 0.308667 -0.448371 0.988933 0.987818 0.192740 0.402486 0.7700 0.7998 0.3646 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 73: 2459792

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Temporal Discontinuties 2.245398 0.766513 -0.194445 -0.397738 -0.604373 0.030310 0.383531 2.245398 1.654175

Antenna 73: 2459791

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Temporal Discontinuties 3.681377 0.049012 0.292843 -0.763977 0.290933 1.444557 2.378429 3.681377 2.732461

Antenna 73: 2459790

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Temporal Discontinuties 6.038104 1.276817 1.139821 0.314171 -0.132756 -0.408068 -0.196619 0.495494 6.038104

Antenna 73: 2459789

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Temporal Discontinuties 2.305291 0.607046 1.519140 0.980142 0.522532 0.310423 1.397927 -0.124630 2.305291

Antenna 73: 2459788

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Temporal Discontinuties 2.926170 0.027517 1.057505 1.290898 0.679885 0.345553 1.239938 0.824429 2.926170

Antenna 73: 2459787

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Temporal Discontinuties 2.554501 1.367634 -0.237784 0.559508 0.866514 0.921495 0.981570 2.554501 1.322968

Antenna 73: 2459786

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 digital_ok nn Power 1.243664 0.078602 0.849084 1.243664 -0.069404 -0.569835 1.218124 0.696663 0.515595

Antenna 73: 2459785

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 digital_ok nn Temporal Discontinuties 2.054219 -0.013526 0.440220 0.769852 -0.404678 0.003553 -0.003553 2.054219 1.103968

Antenna 73: 2459784

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Temporal Discontinuties 2.047935 1.012034 -0.434055 -0.254832 0.375720 0.901270 -0.480350 2.047935 0.616425

Antenna 73: 2459783

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 digital_ok ee Temporal Variability 1.647952 -0.746212 0.490138 1.518725 0.278721 1.187080 1.647952 0.904406 0.625552

Antenna 73: 2459782

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Power 3.859105 -0.313338 1.066272 3.859105 0.245475 0.249462 0.748837 0.487373 1.769736

Antenna 73: 2459781

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Power 2.323132 0.194056 -0.030222 0.515192 2.323132 0.821712 -0.218591 1.424049 0.792465

Antenna 73: 2459778

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Power 5.219612 0.406211 0.820390 5.219612 0.968229 1.582536 0.471917 0.262022 1.459831

Antenna 73: 2459776

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Temporal Variability 7.642346 5.471300 3.498330 0.918664 4.074996 0.446237 7.642346 2.817177 -0.562264

Antenna 73: 2459773

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance ee Temporal Discontinuties 4.786312 0.774783 2.772792 3.115565 1.536862 1.557450 3.501285 1.528234 4.786312

Antenna 73: 2459772

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Temporal Discontinuties 1.816401 1.718809 0.871961 0.384058 1.659591 1.111453 0.816932 1.762161 1.816401

Antenna 73: 2459771

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance ee Temporal Discontinuties 2.229208 1.242386 0.615727 1.506281 0.505715 0.949782 0.444142 1.232533 2.229208

Antenna 73: 2459770

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance ee Shape 4.257152 1.103063 4.257152 3.230382 1.305931 2.607448 0.862803 1.475667 1.894350

Antenna 73: 2459769

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Power 3.649136 0.989411 3.001754 3.649136 1.389292 2.281988 1.904809 1.141057 2.367221

Antenna 73: 2459768

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Power 3.633829 2.318586 0.898424 1.398194 3.633829 1.365573 1.113115 1.979813 1.172096

Antenna 73: 2459767

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Power 1.773898 1.431830 0.878037 0.746268 1.773898 0.766603 0.557179 1.371747 1.678969

Antenna 73: 2459766

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Temporal Variability 1.932289 0.806668 0.708173 1.540352 0.798552 1.932289 1.701445 1.169847 1.053432

Antenna 73: 2459765

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Power 5.046306 1.372738 2.524176 5.046306 2.481521 1.581942 1.302770 2.969486 2.156375

Antenna 73: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance ee Temporal Discontinuties 4.974471 0.600987 1.375743 1.347512 1.932809 4.072675 1.978964 4.974471 3.739020

Antenna 73: 2459761

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Power 3.568826 1.264815 0.967816 3.568826 1.879312 1.432370 0.972728 1.708588 1.691617

Antenna 73: 2459760

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance ee Temporal Variability 10.764257 1.469417 1.156711 1.324259 3.854083 10.764257 6.109089 5.148602 3.749807

Antenna 73: 2459759

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance ee Power 0.310946 0.298857 -0.500292 0.310946 -0.343803 -0.778662 -0.464085 -1.362365 0.212303

Antenna 73: 2459758

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Power 2.503967 0.823179 0.978769 0.676086 2.503967 1.151179 0.687541 0.652662 1.436093

Antenna 73: 2459757

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Power 1.857098 0.887240 0.636176 1.857098 0.556449 1.320891 0.647733 1.252559 0.780060

Antenna 73: 2459755

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Temporal Discontinuties 9.678952 0.312932 3.116505 0.639072 7.343273 0.307696 5.051377 1.460049 9.678952

Antenna 73: 2459754

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Temporal Discontinuties 14.491185 0.297437 2.645350 0.476238 6.244829 3.888771 4.926483 7.712390 14.491185

Antenna 73: 2459753

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Power 7.965869 3.768955 0.405548 7.965869 0.884916 4.226825 1.134669 2.910163 0.594570

Antenna 73: 2459752

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Power 18.735297 0.781938 3.738003 2.942782 18.735297 1.116514 8.477829 2.553757 3.637239

Antenna 73: 2459750

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Temporal Variability 17.895086 1.259687 8.138569 2.106796 16.825169 1.990076 17.895086 1.378647 3.163942

Antenna 73: 2459749

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 73: 2459748

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Power 10.673775 0.675551 2.904629 1.335518 10.673775 3.442218 8.243262 2.970477 4.516256

Antenna 73: 2459747

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance ee Temporal Discontinuties 24.238199 0.437616 4.786197 2.149418 0.343885 15.851647 7.068995 24.238199 14.861950

Antenna 73: 2459746

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 Not Found ee Temporal Discontinuties 27.140453 9.020873 2.029330 0.718700 2.763089 3.708286 10.585550 16.714025 27.140453

Antenna 73: 2459745

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Power 6.719193 3.215964 0.611777 6.719193 0.683385 3.926632 2.697680 5.843507 5.154128

Antenna 73: 2459744

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance ee Temporal Discontinuties 34.364586 0.573324 4.985209 2.068540 0.545827 4.129380 3.224431 34.364586 25.443658

Antenna 73: 2459743

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Power 25.150294 1.317427 6.554878 2.673598 25.150294 1.791721 16.903163 1.696893 5.359066

Antenna 73: 2459742

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance ee Temporal Discontinuties 16.561663 0.685819 5.370248 2.493961 1.035166 8.875992 4.697665 16.561663 10.194439

Antenna 73: 2459741

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance ee Temporal Variability 23.478576 11.371368 2.514627 1.480622 4.373987 8.287189 23.478576 13.159233 22.179671

Antenna 73: 2459740

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Shape 6.894234 0.866835 6.894234 3.981882 2.391458 2.624406 0.912034 -0.777927 -5.218978

Antenna 73: 2459738

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Power 23.619680 1.699991 2.959470 2.505693 23.619680 3.562299 7.579298 2.709277 4.642526

Antenna 73: 2459736

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Power 7.938055 4.507671 0.536902 7.938055 0.536988 6.212062 0.472857 3.532953 0.732170

Antenna 73: 2459734

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance ee Temporal Discontinuties 18.915957 4.969091 -0.092772 0.524110 2.216573 5.178677 8.525434 11.376189 18.915957

Antenna 73: 2459733

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance ee Temporal Discontinuties 20.430092 4.474857 0.103509 0.268442 2.188756 0.785729 2.826022 12.330133 20.430092

Antenna 73: 2459732

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance ee Temporal Discontinuties 30.229019 6.161768 0.210021 0.671614 2.319698 1.063550 4.072227 18.556065 30.229019

Antenna 73: 2459731

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Power 17.246303 3.638196 2.192119 17.246303 1.714316 15.625273 4.912128 3.370919 2.289940

Antenna 73: 2459730

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance ee Temporal Discontinuties 26.930566 0.002619 4.334612 2.133549 0.307847 2.975579 0.809468 26.930566 16.651212

Antenna 73: 2459728

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance ee Temporal Discontinuties 16.816795 3.780466 0.057840 0.426377 1.742470 5.723601 6.065702 10.829299 16.816795

Antenna 73: 2459726

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance ee Temporal Discontinuties 28.006223 2.684813 -0.096321 0.075745 1.317703 2.837566 6.737608 17.910701 28.006223

Antenna 73: 2459724

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance ee Temporal Discontinuties 33.635755 4.042522 -0.025775 0.370932 1.637931 7.895873 13.944115 22.258976 33.635755

Antenna 73: 2459723

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance ee Temporal Discontinuties 16.834100 3.090966 -0.131567 0.018582 1.651113 0.760893 3.767352 10.675002 16.834100

Antenna 73: 2459722

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Power 17.506222 2.029105 7.762608 1.918310 17.506222 1.584079 13.487484 2.702897 5.773945

Antenna 73: 2459720

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance ee Temporal Variability 19.153565 -0.060673 2.664968 1.795671 0.188327 19.153565 8.958495 11.850183 7.538324

Antenna 73: 2459719

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance ee Temporal Discontinuties 22.723834 2.977034 -0.256011 0.049307 1.498477 7.933331 17.715277 14.927533 22.723834

Antenna 73: 2459718

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance ee Temporal Discontinuties 26.268165 -0.230385 3.447488 1.751277 0.767394 13.567933 14.469459 26.268165 16.777754

Antenna 73: 2459717

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance ee Temporal Discontinuties 22.126710 -0.349022 3.159327 1.254298 0.271308 4.724256 2.515346 22.126710 13.817794

Antenna 73: 2459716

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance ee Temporal Discontinuties 31.572506 -0.351053 2.899562 1.439353 0.149582 9.067203 4.879699 31.572506 20.501216

Antenna 73: 2459715

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Power 16.601458 1.127268 6.466836 1.456289 16.601458 0.703803 13.877032 2.504565 4.684078

Antenna 73: 2459713

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance ee Temporal Discontinuties 27.305135 3.418088 -0.432114 0.281307 1.689040 2.418993 3.925277 18.468896 27.305135

Antenna 73: 2459712

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Power 19.202429 8.120330 0.697441 19.202429 2.193553 17.446619 1.661758 3.849724 0.748755

Antenna 73: 2459711

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance ee Temporal Discontinuties 9.301565 -0.630384 -0.504230 -0.637618 0.633969 1.633552 2.424310 6.302438 9.301565

Antenna 73: 2459710

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance ee Temporal Discontinuties 14.128724 -1.113295 -0.303202 -0.936085 0.889108 3.451178 5.185363 9.413699 14.128724

Antenna 73: 2459708

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Power 16.863044 1.158703 5.464448 1.038515 16.863044 0.982749 13.275756 5.203941 7.575237

Antenna 73: 2459707

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance ee Temporal Discontinuties 14.018687 -0.532693 0.031321 -0.355110 -1.209761 -1.295668 -1.447525 11.480329 14.018687

Antenna 73: 2459706

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance ee Temporal Discontinuties 13.418416 -1.269106 -0.260233 -0.815197 0.707390 0.361024 1.566004 8.840909 13.418416

Antenna 73: 2459705

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance ee Temporal Discontinuties 30.089890 2.554703 -0.186537 0.383984 1.859408 5.260131 7.067669 20.849656 30.089890

Antenna 73: 2459703

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 73: 2459702

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 73: 2459701

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 73: 2459697

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 73: 2459696

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 73: 2459695

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 73: 2459694

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 73: 2459693

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 5 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 73: 2459692

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 5 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 73: 2459691

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 5 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 73: 2459690

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 5 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 73: 2459689

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 5 RF_maintenance nn Power 8.966870 1.236275 2.056995 1.102705 8.966870 0.533919 7.737936 1.200903 2.590879

Antenna 73: 2459688

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 5 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 73: 2459687

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 5 RF_maintenance ee Temporal Variability 18.201408 1.254098 0.829910 10.217163 -0.086397 12.074542 18.201408 5.634795 1.567138

Antenna 73: 2459686

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 5 RF_maintenance nn Power 7.773931 0.898844 0.721993 7.773931 0.160705 3.273373 1.238408 0.074060 0.825694

Antenna 73: 2459685

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 5 RF_maintenance nn Power 6.971925 1.796400 0.313485 6.971925 0.099462 2.037238 1.875436 0.625032 -0.099847

Antenna 73: 2459684

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 5 RF_maintenance nn Power 9.122168 1.051426 1.046517 0.007933 9.122168 1.099709 1.163378 1.467717 0.134116

Antenna 73: 2459676

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 5 RF_maintenance nn Power 9.929777 1.748447 1.623913 9.929777 0.636012 5.072823 1.479360 3.173671 2.498562

Antenna 73: 2459675

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 5 RF_maintenance nn Power 7.594892 1.521480 1.767104 -0.173676 7.594892 5.138680 7.429626 2.648453 2.280554

Antenna 73: 2459674

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 5 RF_maintenance nn Power 7.086935 1.498559 1.273245 7.086935 -0.493097 1.598094 0.928029 3.320672 2.136219

Antenna 73: 2459673

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 5 RF_maintenance nn Temporal Variability 6.874211 0.826423 3.438317 -0.058780 6.418710 -0.067651 6.874211 1.077924 2.682422

Antenna 73: 2459672

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 5 RF_maintenance nn Power 5.775304 0.950366 0.058961 5.775304 -0.234336 3.525257 0.508144 2.940843 -0.122131

Antenna 73: 2459671

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 5 RF_maintenance nn Power 5.418785 3.156940 0.658087 5.418785 -0.129843 4.548801 2.190243 3.514565 1.588044

Antenna 73: 2459670

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 5 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 73: 2459669

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 5 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 73: 2459668

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 5 RF_maintenance ee Temporal Discontinuties 837.016559 46.236521 86.593691 165.896285 165.549226 44.426943 32.405346 837.016559 788.167145

Antenna 73: 2459665

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 5 RF_maintenance nn Temporal Discontinuties 1716.689479 57.732843 96.175605 124.007968 133.086537 43.991329 44.603057 1268.499953 1716.689479

Antenna 73: 2459664

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 5 RF_maintenance nn Temporal Discontinuties 1400.244085 43.308016 89.248387 220.420147 216.827873 245.722385 360.752247 1215.787232 1400.244085

Antenna 73: 2459663

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 5 RF_maintenance nn Temporal Discontinuties 1525.563787 128.380419 58.251484 285.341565 221.763086 84.393899 81.594159 1525.563787 846.253323

Antenna 73: 2459662

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 5 RF_maintenance ee Temporal Discontinuties 1363.114955 28.246620 35.303784 66.435566 63.883922 368.694588 410.094716 1363.114955 1357.312081